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Predicting the Trends of Social Events on Chinese Social Media
Zhou, Yang1,2; Zhang, Lei3; Liu, Xiaoqian1; Zhang, Zhen1; Bai, Shuotian4; Zhu, Tingshao1; Zhu, TS
第一作者Zhou Yang
2017-09-01
发表期刊CYBERPSYCHOLOGY BEHAVIOR AND SOCIAL NETWORKING
通讯作者邮箱tszhu@psych.ac.cn
ISSN2152-2715
文章类型Review
卷号20期号:9页码:533-539
Q分类Q1
产权排序1
摘要Growing interest in social events on social media came along with the rapid development of the Internet. Social events that occur in the "real" world can spread on social media (e.g., Sina Weibo) rapidly, which may trigger severe consequences and thus require the government's timely attention and responses. This article proposes to predict the trends of social events on Sina Weibo, which is currently the most popular social media in China. Based on the theories of social psychology and communication sciences, we extract an unprecedented amount of comprehensive and effective features that relate to the trends of social events on Chinese social media, and we construct the trends of prediction models by using three classical regression algorithms. We found that lasso regression performed better with the precision 0.78 and the recall 0.88. The results of our experiments demonstrated the effectiveness of our proposed approach.
关键词social events social media trend prediction
DOI10.1089/cyber.2017.0142
URL查看原文
收录类别SSCI
语种英语
项目资助者Pioneer Initiative of the Chinese Academy of Sciences, Feature Institutes Program(TSS-2015-06) ; Natural Science Foundation of Hubei Province(2016CFB208)
WOS研究方向Psychology
WOS类目Psychology, Social
WOS记录号WOS:000417398700003
WOS标题词Social Sciences
关键词[WOS]COLLECTIVE ACTION ; IDENTIFICATION ; ENGAGE
引用统计
文献类型期刊论文
条目标识符http://ir.psych.ac.cn/handle/311026/25735
专题社会与工程心理学研究室
通讯作者Zhu, TS
作者单位1.Chinese Acad Sci, Inst Psychol, Beijing, Peoples R China
2.Univ Chinese Acad Sci, Dept Psychol, Beijing, Peoples R China
3.Virginia Tech, Blacksburg, VA USA
4.Hubei Univ Econ, Sch Informat Engn, Wuhan, Hubei, Peoples R China
推荐引用方式
GB/T 7714
Zhou, Yang,Zhang, Lei,Liu, Xiaoqian,et al. Predicting the Trends of Social Events on Chinese Social Media[J]. CYBERPSYCHOLOGY BEHAVIOR AND SOCIAL NETWORKING,2017,20(9):533-539.
APA Zhou, Yang.,Zhang, Lei.,Liu, Xiaoqian.,Zhang, Zhen.,Bai, Shuotian.,...&Zhu, TS.(2017).Predicting the Trends of Social Events on Chinese Social Media.CYBERPSYCHOLOGY BEHAVIOR AND SOCIAL NETWORKING,20(9),533-539.
MLA Zhou, Yang,et al."Predicting the Trends of Social Events on Chinese Social Media".CYBERPSYCHOLOGY BEHAVIOR AND SOCIAL NETWORKING 20.9(2017):533-539.
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